Circulatory Failure

In the medical field, circulatory failure (Circulatory Failure) refers to a state where the heart is unable to pump blood effectively to meet the body's tissue demands. The aim of this task is to continuously predict the risk of a patient developing circulatory failure within the next 12 hours based on their current data, which indicates they are not in circulatory failure. By enabling real-time monitoring and early warning, it can facilitate timely intervention measures, thereby reducing patient mortality and improving prognosis, making it of significant clinical application value.